Paper Citation Record · LEDGER

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models

As of 19 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 1 inbound Pith citation observation for arXiv:2412.02173.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.02173 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T23:49:47.806280Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-12T03:21:55.700614Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-12T07:21:27.308386Z

Reference resolution

26 of 26 outbound references displayed

verified exact0
verified fuzzy7
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e7301516-bca1-41c5-bdbf-1c70bb64c9de · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T23:49:47.724373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0aa979ed-28a9-486e-8499-4454b000791e · outbound

This paper cites write newline.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T23:49:47.728578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ff3ca67-177d-470b-9b9e-cdf760aa0e71 · outbound

This paper cites G.; Itzkowitz, N.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models G.; Itzkowitz, N

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:49:48.030415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 825db22b-58e9-439f-8b1e-e80316cad2d5 · outbound

This paper cites an unresolved cited work.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:49:48.021041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation dc9dd3c5-9fa6-4cb5-a9a6-7655c1509442 · outbound

This paper cites OpenPrompt: An Open-source Framework for Prompt-learning.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models OpenPrompt: An Open-source Framework for Prompt-learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T23:49:47.738716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55defb23-ef2d-4fcb-b951-b3cbe7683a35 · outbound

This paper cites an unresolved cited work.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:49:48.011728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6342a6fe-dbdd-4c9b-a47b-3666b0623935 · outbound

This paper cites L.; Franco, I.; Kann, B.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models L.; Franco, I.; Kann, B

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:49:48.002388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0a9f508d-34e6-4e7a-a95e-1b74e3c90d1f · outbound

This paper cites M.; Rong, R.; Nezafati, K.; Treager, C.; Chi, Z.; Wang, S.; Cheng, X.; Guo, Y.; Klesse, L.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models M.; Rong, R.; Nezafati, K.; Treager, C.; Chi, Z.; Wang, S.; Cheng, X.; Guo, Y.; Klesse, L

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:49:47.993148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 164dc131-394b-4457-a35d-e275d080d49d · outbound

This paper cites S.; Kazerooni, E.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models S.; Kazerooni, E

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T23:49:47.752593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33bbd766-a086-4936-b68d-85096f58eaff · outbound

This paper cites J.; Jaffe, I.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models J.; Jaffe, I

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:49:47.978678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a52c7ff6-d7b2-4ac3-9a56-cd8d4c95ed69 · outbound

This paper cites Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T23:49:47.758519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d53ca73-fa41-4d4d-8326-80e250c3bfb0 · outbound

This paper cites T.; Moazam, H.; Miller, H.; Zaharia, M.; and Potts, C.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models T.; Moazam, H.; Miller, H.; Zaharia, M.; and Potts, C

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:49:47.969022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 541177ce-7751-4d0b-be9e-1f7f20f83261 · outbound

This paper cites an unresolved cited work.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:49:47.959217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 716ce94c-a89c-49a8-91f7-966523f443e6 · outbound

This paper cites an unresolved cited work.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T23:49:47.768209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 361d6445-b61f-40e1-86e5-92532eecbd0e · outbound

This paper cites an unresolved cited work.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:49:47.945336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cfc52ec2-6302-4a2c-8d2f-ca62ece86e05 · outbound

This paper cites an unresolved cited work.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:49:47.936801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 42853ad6-8802-4dd5-a3bb-1204e374f4e0 · outbound

This paper cites Automatic Prompt Optimization with "Gradient Descent" and Beam Search.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models Automatic Prompt Optimization with "Gradient Descent" and Beam Search

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T23:49:47.777789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3d4b7e9-8273-4ca8-a01d-dbb35895abd9 · outbound

This paper cites an unresolved cited work.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:49:47.928306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ee0ec01d-24bf-4069-9d32-f38cc0480a04 · outbound

This paper cites an unresolved cited work.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:49:47.919539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1add15a3-f979-4087-b527-6db6569dd716 · outbound

This paper cites an unresolved cited work.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:49:47.909985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2059b085-071d-4180-85fe-1379d7b2450e · outbound

This paper cites Consumer Product Safety Commission.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models Consumer Product Safety Commission

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:49:47.900478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a2731ca2-df3a-48ec-83c2-14b54f3940bc · outbound

This paper cites PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T23:49:47.792927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 353b23d8-97c6-4465-9bd7-11c2a3e97e9c · outbound

This paper cites an unresolved cited work.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:49:47.890734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f053f8c0-6b71-45c3-9adf-82cf00b7d288 · outbound

This paper cites an unresolved cited work.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T23:49:47.881694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d1c54cd6-5342-480d-aadf-28db0ccb1ed4 · outbound

This paper cites TextGrad: Automatic "Differentiation" via Text.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models TextGrad: Automatic "Differentiation" via Text

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T23:49:47.802259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b838cc0d-ec93-4c47-8802-e861b1f48eb7 · outbound

This paper cites J.; Jaffe, I.

Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models J.; Jaffe, I

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:49:47.872560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation a1afe133-66ee-4293-a3d3-069da2526411 · inbound

Neural at ArchEHR-QA 2026: One Method Fits All: Unified Prompt Optimization for Clinical QA over EHRs cites this paper.

Neural at ArchEHR-QA 2026: One Method Fits All: Unified Prompt Optimization for Clinical QA over EHRs Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:21:27.313461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.